Design of an expert system for sorting pistachio nuts through decision tree and fuzzy logic classifier

Expert Systems with Applications

Volumn 38, Issue 4, 2011, Pages 4339-4347

  Omid, Mahmoud ^a  

^a UNIVERSITY OF TEHRAN   (Iran)

Author keywords

Classification; Decision tree; Expert system; Fuzzy classifier; J48 algorithm; Pistachio nuts; Sorting

Indexed keywords

ACOUSTIC WAVES; ALGORITHMS; CLASSIFIERS; DECISION TREES; EXPERT SYSTEMS; FEATURE EXTRACTION; FUZZY LOGIC; FUZZY SYSTEMS; INSPECTION; MEMBERSHIP FUNCTIONS; SORTING;

ACOUSTIC SIGNALS; AUTOMATED INSPECTION SYSTEMS; CLASSIFICATION; CLASSIFICATION RATES; CLOSED SHELLS; FEATURE SELECTION AND CLASSIFICATION; FUZZY CLASSIFIERS; IF-THEN RULES; IMPACT ACOUSTICS; J48 ALGORITHM; PISTACHIO NUT; STATISTICAL FEATURES; STEEL PLATES; TEST SETS; TRAINING SETS;

DATA MINING;

EID: 84975769510     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2010.09.103     Document Type: Article

References (28)

1. M.B. Celik, and R. Bayir Fault detection in internal combustion engines using fuzzy logic Proceedings IMechE, Part D: Journal of Automobile Engineering 221 2007 579 587
2. A.E. Cetin, T.C. Pearson, and A.H. Tewfik Classification of closed and open shell pistachio nuts using voice recognition technology Transactions of ASAE 47 2004 659 664
3. H. Ishibuchi, and T. Nakashima Improving the performance of fuzzy classifier systems for pattern classification problems with continuous attributes IEEE Transactions on Industrial Electronics 46 6 1999 1057 1068
4. Kalkan, H.; Yardimci, Y. (2006). Classification of hazelnuts by impact acoustics. In Proceedings 16th IEEE signal processing society workshop on MLSP (pp. 325-330).
5. E. Kirkos, C. Spathis, and Y. Manolopoulos Support vector machines, decision trees and neural networks for auditor selection Journal of Computational Methods in Sciences and Engineering 8 2008 213 224
6. Y. Lei, Z. He, and Y. Zi Application of an intelligent classification method to mechanical fault diagnosis Expert Systems with Applications 36 2009 9941 9948
7. J.C. Li, and S.M. Wu Online detection of localized defects in bearing by pattern recognition analysis ASME Journal of Engineering Industry 111 1989 331 336
8. MathWorks (2007). MATLAB user's guide. The MathWork, Inc.
9. D. Michie, D.J. Spiegelhalter, and C.C. Taylor Machine learning, neural and statistical classification 1994 Ellis Horwood Limited
10. K. Mollazade, H. Ahmadi, M. Omid, and R. Alimardani An intelligent combined method based on power spectral density, decision trees and fuzzy logic for hydraulic pumps fault diagnosis International Journal of Intelligent Systems and Technologies 3 4 2008 251 263
11. NeuroSolutions for Excel (2005). NeuroDimension, Inc.
12. M. Omid, A. Mahmoudi, and M.H. Omid An intelligent system for sorting pistachio nut varieties Expert Systems with Applications 36 9 2009 11528 11535
13. I. Onaran, T.C. Pearson, Y. Yardimci, and A.E. Cetin Detection of underdeveloped hazelnuts from fully developed nuts by impact acoustics Transactions of ASAE 49 6 2006 1971 1976
14. T.C. Pearson Detection of pistachio nuts with closed shells using impact acoustics Applied Engineering in Agriculture 17 2 2001 249 253
15. T.C. Pearson, A.E. Cetin, A.H. Tewfik, and R.P. Haff Feasibility of impact acoustic emissions for detection of damaged wheat kernels Digital Signal Processing 17 2007 617 633
16. J.R. Quinlan Improved use of continuous attributes in C4.5 Journal of Artificial Research 4 1996 77 90
17. B.K.N. Rao The handbook of condition monitoring 1996 Elsevier London
18. T.J. Ross Fuzzy logic with engineering applications 2004 Wiley West Sussex
19. J.M.F. Salido, and M. Shuta A comparison of two learning mechanisms for the automatic design of fuzzy diagnosis systems for rotating machinery Applied Soft Computing 4 2004 413 422
20. B. Samanta, and K.R. Al-Baulshi Artificial neural network based fault diagnostics of rolling element bearings using time domain features Mechanical Systems and Signal Processing 17 2 2003 317 328
21. N. Saravanan, S. Cholairajan, and K.I. Ramachandran Vibration based fault diagnosis of spur bevel gear box using fuzzy technique Expert Systems with Applications 36 2009 3119 3135
22. M. Sugeno, and T. Yasukawa A fuzzy-logic-based approach to qualitative modeling IEEE Transaction on Fuzzy System 1 1993 7 31
23. V. Sugumaran, and K.I. Ramachandran Automatic rule learning using decision tree for fuzzy classifier in fault diagnosis of roller bearing Mechanical Systems and Signal Processing 21 2007 2237 2247
24. L.X. Wang, and J.M. Mendel Generating fuzzy rules by learning from examples IEEE Transaction on Systems, Man, and Cybernetics 22 1992 1414 1427
25. I.H. Witten, and E. Frank Data mining: Practical machine learning tools and techniques 2nd ed. 2005 Morgan Kaufmann Press
26. F. Yapici, A. Ozcifci, T. Akbulut, and R. Bayir Determination of modulus of rupture and modulus of elasticity on flakeboard with fuzzy logic classifier Materials and Design 30 2009 2269 2273
27. Y. Yuan, and H. Zhuang A genetic algorithm for generating fuzzy classification rules Fuzzy Sets and Systems 84 1 1996 1 19
28. L. Zeng, and Z. Wang Machine-fault classification: A fuzzy approach The International Journal of Advanced Manufacturing Technology 6 1991 83 94